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app.py
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import gradio as gr
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import cv2
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import pytesseract
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from fastapi import FastAPI
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pytesseract.pytesseract.tesseract_cmd = 'C:\\Program Files\\Tesseract-OCR\\tesseract.exe'
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def TextLineBox(img):
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class Lines:
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def __init__(self,x,y,w,h,text):
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self.x = x
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self.y = y
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self.w = w
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self.h = h
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self.text = text
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lineboxes = []
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#read image
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img = cv2.GaussianBlur(img,(3,3),0)
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### Cofig
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configname = r' --oem 3 --psm ' + str(12) + ' -l eng'
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#### Text for testing
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texttest = pytesseract.image_to_string(img ,config=configname)
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### Box of words
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boxes = pytesseract.image_to_data(img, config=configname)
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# print(boxes)
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#slit box and concatenate into line
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skip = 0
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for b in boxes.splitlines():
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## skip header
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if (skip == 0):
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skip = 1
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continue
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## get box of word in 1 object
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b = b.split()
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if (len(b) < 12): ## it is a space not a word
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continue
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#print(b)
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x,y,w,h,text = int(b[6]),int(b[7]),int(b[8]),int(b[9]), b[11]
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### Begin New line if the word having num_word is 1
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if (int(b[5]) == 1):
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lineboxes.append( Lines(x,y,w,h,text) )
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### Next word inline
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else:
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lineboxes[-1].text += ' ' + text
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if (x > lineboxes[-1].x):
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lineboxes[-1].w = x - lineboxes[-1].x + w
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if (y < lineboxes[-1].y):
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lineboxes[-1].y = y
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if (y+h > lineboxes[-1].y + lineboxes[-1].h):
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lineboxes[-1].h = y+h - lineboxes[-1].y
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#draw the box of WORD
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cv2.rectangle(img, (x,y) , (w+x,y+h), (255,0,0), 2 )
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return texttest,img
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def Download(text):
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with open("test.txt", "w") as file:
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file.write(text)
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return "test.txt"
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# mainInterface = gr.Interface(fn=TextLineBox,
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# inputs=gr.Image(),
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# outputs=[gr.Text(label="Result Text"), gr.Image(label="Boxes of Line")],
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# )
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with gr.Blocks (theme='JohnSmith9982/small_and_pretty' , css="#SUBMIT {background-color: red} #DOWNLOAD {background-color: green}") as demo:
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with gr.Row():
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with gr.Column():
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input = gr.Image()
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text_output = gr.Text(label="Result Text")
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file_output = gr.File()
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with gr.Row():
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submit_btn = gr.Button("SUBMIT" , elem_id="SUBMIT")
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download_btn = gr.Button("DOWNLOAD", elem_id="DOWNLOAD")
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clear_btn = gr.Button("CLEAR")
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with gr.Column():
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image_output = gr.Image()
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submit_btn.click(TextLineBox, input, outputs= [text_output, image_output, ] )
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download_btn.click(Download, text_output, outputs= file_output )
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clear_btn.click(lambda: [None,None,None], inputs=None, outputs= [text_output, file_output, image_output])
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demo.launch()
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# Cach 1 dung app Gradio (share = True)
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# Cach 2 dung Mount_Gradio_app trong FASTAPI app
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# Cach 3
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# app = FastAPI()
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# app = gr.mount_gradio_app(app, demo, path="/OCR" )
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#bt.click(fn=None, _js="window.open('https://google.com', '_blank')")
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main.py
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import OCR
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import os
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files = os.listdir('./testcase_source')
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# Filter the list to include only text files
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image_files = [file for file in files if file.endswith('.jpg')]
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# Loop over the text files
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check = 0
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for img in image_files:
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#Process image, them write result and log
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print("Processing: " + img)
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# Below will check special testcase you concern
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# if (img == "X51006619503.jpg"):
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# check = 1
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# if (check == 0 ):
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# print("Pass")
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# continue
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OCR.OCRText(img)
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#### ERROR ########
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# X51006619503.jpg
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# X51006619506.jpg
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# X51006619782
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# X51006619784.jpg
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# X51006620182.jpg
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# X51006620182.jpg
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